"This is outrageous!" Amelia exclaimed, her voice echoing in the nearly empty lecture hall. She’d spent years perfecting her curriculum, striving to inspire her students. Now, all that effort felt... wasted. She paced back and forth, the heels of her shoes clicking sharply against the wooden floor. She couldn't believe it. The audacity! The sheer disregard for the hundreds of lives being disrupted. Her hands trembled as she gestured wildly, addressing an empty room.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256